Fingerprint classification based on graylevel fuzzy clustering co-occurrence matrix

被引:0
作者
Topaloglu, Nurettin [1 ]
机构
[1] Gazi Univ, Dept Elect & Comp, Ankara, Turkey
来源
ENERGY EDUCATION SCIENCE AND TECHNOLOGY PART A-ENERGY SCIENCE AND RESEARCH | 2012年 / 29卷 / 02期
关键词
Fingerprint; Fuzzy Clustering; ALGORITHM; MODEL;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Fingerprint classification is a very important step in the fingerprint matching process in particular when the database is large, since it can provide an indexing mechanism. In this paper a finger print classification based on the Gray-Level Fuzzy Clustering Co-Occurrence Matrix is proposed. It is based on the fact that a fingerprint image is composed of regular texture regions that can be successfully represented by Gray-Level Fuzzy clustering co-occurrence matrices. So, we first extract the features based on certain characteristics of the Fuzzy Clustering co-occurrence matrix and then we use these features to train a neural network for classifying fingerprints into six common classes. The obtained results compared with the existing approaches demonstrate the superior performance of our proposed approach.
引用
收藏
页码:1125 / 1132
页数:8
相关论文
共 20 条
[1]   A modified fuzzy C-means algorithm for bias field estimation and segmentation of MRI data [J].
Ahmed, MN ;
Yamany, SM ;
Mohamed, N ;
Farag, AA ;
Moriarty, T .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2002, 21 (03) :193-199
[2]  
Baytak A, 2012, ENER EDUC SCI TECH-B, V4, P831
[3]  
Bezdek JC, 1992, FUZZY MODELS PATTERN, P30
[4]   A new model for fingerprint classification by ridge distribution sequences [J].
Chang, JH ;
Fan, KC .
PATTERN RECOGNITION, 2002, 35 (06) :1209-1223
[5]  
Dogan M, 2012, ENER EDUC SCI TECH-A, V28, P925
[6]  
Ertekin E, 2012, ENER EDUC SCI TECH-B, V4, P341
[7]  
Galton F, 1892, FINGER PRINTS, P110
[8]   TEXTURAL FEATURES FOR IMAGE CLASSIFICATION [J].
HARALICK, RM ;
SHANMUGAM, K ;
DINSTEIN, I .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1973, SMC3 (06) :610-621
[9]  
Henry E, 1900, CLASSIFICATION USES, P50
[10]  
JAIN A, 2001, P INDIAN NATL SCI AC, V67, P67